AI-generated visibility summary
AI visibility summary for Neologic Engineers
Neologic Engineers holds a moderate AI visibility position, with an overall score of 62.8, trailing competitor Tetra Pak (79.8) but ahead of Alfa Laval (40.2). The brand is mentioned in 55.6% of AI-generated answers and cited in 66.7%, indicating decent recognition but inconsistent authority. Performance varies sharply by engine: Google AI Overview is a clear strength, with 100% mention and citation rates, while ChatGPT is a critical weakness, showing only 33.3% mentions and zero citations. Google Search sits between, with low mentions (33.3%) but perfect citation rates when mentioned. Competitor pressure is substantial; Tetra Pak dominates with 88.9% mentions and 67 citations, while Neologic’s 10 citations place it behind Tetra Pak (38), FDA (27), and GEA (14). Citation gaps are evident in high-intent queries: for the UHT sterilizer prompt, Neologic was cited twice but mentioned only once, suggesting AI systems reference the brand without naming it consistently. A practical implication is that improving visibility on ChatGPT and boosting mention frequency in Google Search—where citations already convert well—could narrow the gap with Tetra Pak and strengthen the brand’s position in recommendation-driven queries.
